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Risto Wichman

3 papers indexed

arxiveess.SP2026-07-22

Lightweight Gated Recurrent Unit Variants for Real-Time Channel Prediction

Kyriakos Christodoulides, Kyriakos M. Deliparaschos, Risto Wichman, Themistoklis Charalambous

Machine-learning-based channel predictors must operate under stringent latency, memory, and computational constraints while remaining robust to noisy and time-varying observations. This paper develops a causal channel-prediction framework based on three single-layer gated recurre…

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arxiveess.SP2026-07-13

Spatial and Temporal Correlation of Interference in a Narrow Multibeam LEO Satellite Random Access Network

Ilari Angervuori, Abid Afridi, Risto Wichman

Interference is a limiting factor in the emerging dense low Earth orbit (LEO) networks. In the LEO network, the interference is spatially and temporally correlated. At narrow-beam LEO base stations (BSs), spatial interference can vary significantly, and multipath fading introduce…

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